Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 760552 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 1161 |
| Duplicate rows (%) | 0.2% |
| Total size in memory | 69.6 MiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 1 |
| Dataset has 1161 (0.2%) duplicate rows | Duplicates |
dropped_frames_mean is highly correlated with dropped_frames_max | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean | High correlation |
bitrate_mean is highly correlated with y | High correlation |
y is highly correlated with bitrate_mean | High correlation |
dropped_frames_mean is highly correlated with dropped_frames_max | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean | High correlation |
bitrate_mean is highly correlated with y | High correlation |
y is highly correlated with bitrate_mean | High correlation |
dropped_frames_mean is highly correlated with dropped_frames_max | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean | High correlation |
rtt_mean is highly correlated with y | High correlation |
dropped_frames_mean is highly correlated with dropped_frames_std and 1 other fields | High correlation |
dropped_frames_std is highly correlated with dropped_frames_mean and 1 other fields | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean and 1 other fields | High correlation |
bitrate_mean is highly correlated with bitrate_std and 1 other fields | High correlation |
bitrate_std is highly correlated with bitrate_mean | High correlation |
packet_loss_rate is highly correlated with packet_loss_std | High correlation |
packet_loss_std is highly correlated with packet_loss_rate | High correlation |
y is highly correlated with rtt_mean and 1 other fields | High correlation |
fps_std has 107380 (14.1%) zeros | Zeros |
rtt_std has 13284 (1.7%) zeros | Zeros |
dropped_frames_std has 673271 (88.5%) zeros | Zeros |
packet_loss_std has 456234 (60.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-08 19:20:36.857763 |
|---|---|
| Analysis finished | 2022-11-08 19:21:15.283965 |
| Duration | 38.43 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
fps_mean
Real number (ℝ≥0)
| Distinct | 189275 |
|---|---|
| Distinct (%) | 24.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5756194107 |
| Minimum | 9.174227759 × 10-6 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 MiB |
Quantile statistics
| Minimum | 9.174227759 × 10-6 |
|---|---|
| 5-th percentile | 0.2965042904 |
| Q1 | 0.4812759362 |
| median | 0.5625768755 |
| Q3 | 0.6771102408 |
| 95-th percentile | 0.8740768724 |
| Maximum | 1 |
| Range | 0.9999908258 |
| Interquartile range (IQR) | 0.1958343046 |
Descriptive statistics
| Standard deviation | 0.1703089136 |
|---|---|
| Coefficient of variation (CV) | 0.2958706924 |
| Kurtosis | 0.4472028681 |
| Mean | 0.5756194107 |
| Median Absolute Deviation (MAD) | 0.09825289865 |
| Skewness | 0.008931729779 |
| Sum | 437788.4941 |
| Variance | 0.02900512606 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 10905 | 1.4% |
| 0.5002498751 | 5731 | 0.8% |
| 0.5001249688 | 5233 | 0.7% |
| 0.5714897872 | 4631 | 0.6% |
| 0.5000833194 | 4628 | 0.6% |
| 0.6667777408 | 4530 | 0.6% |
| 0.5556049328 | 4357 | 0.6% |
| 0.7500624844 | 3446 | 0.5% |
| 0.600079984 | 3444 | 0.5% |
| 0.5000624922 | 2875 | 0.4% |
| Other values (189265) | 710772 |
| Value | Count | Frequency (%) |
| 9.174227759 × 10-6 | 1 | < 0.1% |
| 1.020397751 × 10-5 | 3 | < 0.1% |
| 1.075257255 × 10-5 | 1 | < 0.1% |
| 1.136350723 × 10-5 | 2 | < 0.1% |
| 1.176456748 × 10-5 | 3 | < 0.1% |
| 1.204804761 × 10-5 | 3 | < 0.1% |
| 1.219497323 × 10-5 | 1 | < 0.1% |
| 1.369844249 × 10-5 | 1 | < 0.1% |
| 1.388869599 × 10-5 | 3 | < 0.1% |
| 1.428551021 × 10-5 | 20 |
| Value | Count | Frequency (%) |
| 1 | 10905 | |
| 0.9999538525 | 3 | < 0.1% |
| 0.999907705 | 2 | < 0.1% |
| 0.9996006739 | 1 | < 0.1% |
| 0.9995976961 | 9 | < 0.1% |
| 0.9995802046 | 1 | < 0.1% |
| 0.9995740127 | 15 | < 0.1% |
| 0.9995550768 | 4 | < 0.1% |
| 0.9995436273 | 1 | < 0.1% |
| 0.9995146292 | 1 | < 0.1% |
| Distinct | 300062 |
|---|---|
| Distinct (%) | 39.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08429972315 |
| Minimum | 0 |
|---|---|
| Maximum | 0.5102436748 |
| Zeros | 107380 |
| Zeros (%) | 14.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.02655204829 |
| median | 0.07009030217 |
| Q3 | 0.1273454726 |
| 95-th percentile | 0.2205730416 |
| Maximum | 0.5102436748 |
| Range | 0.5102436748 |
| Interquartile range (IQR) | 0.1007934243 |
Descriptive statistics
| Standard deviation | 0.07194858304 |
|---|---|
| Coefficient of variation (CV) | 0.8534854013 |
| Kurtosis | 0.8895205927 |
| Mean | 0.08429972315 |
| Median Absolute Deviation (MAD) | 0.04870291886 |
| Skewness | 0.9866873507 |
| Sum | 64114.32304 |
| Variance | 0.005176598602 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 107380 | 14.1% |
| 0.02915642697 | 2141 | 0.3% |
| 0.0340150217 | 2140 | 0.3% |
| 0.04081666571 | 1873 | 0.2% |
| 0.02551232911 | 1720 | 0.2% |
| 0.02041037349 | 1692 | 0.2% |
| 0.1020110671 | 1514 | 0.2% |
| 0.01855505365 | 1334 | 0.2% |
| 0.05101828174 | 1329 | 0.2% |
| 0.01700892803 | 1325 | 0.2% |
| Other values (300052) | 638104 |
| Value | Count | Frequency (%) |
| 0 | 107380 | |
| 4.115434055 × 10-5 | 1 | < 0.1% |
| 4.929235329 × 10-5 | 1 | < 0.1% |
| 4.929235329 × 10-5 | 1 | < 0.1% |
| 4.929235329 × 10-5 | 1 | < 0.1% |
| 5.798256617 × 10-5 | 1 | < 0.1% |
| 6.604926637 × 10-5 | 1 | < 0.1% |
| 6.604926637 × 10-5 | 1 | < 0.1% |
| 6.81776414 × 10-5 | 1 | < 0.1% |
| 6.81776414 × 10-5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.5102436748 | 1 | < 0.1% |
| 0.5102436748 | 2 | |
| 0.5088077751 | 1 | < 0.1% |
| 0.5084689088 | 3 | |
| 0.5084689088 | 2 | |
| 0.5031070481 | 4 | |
| 0.5031070481 | 4 | |
| 0.4993575401 | 1 | < 0.1% |
| 0.4960869985 | 1 | < 0.1% |
| 0.4950221197 | 1 | < 0.1% |
| Distinct | 373318 |
|---|---|
| Distinct (%) | 49.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2353769502 |
| Minimum | 8.172604759 × 10-8 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 MiB |
Quantile statistics
| Minimum | 8.172604759 × 10-8 |
|---|---|
| 5-th percentile | 0.02499294697 |
| Q1 | 0.1000163633 |
| median | 0.2008302276 |
| Q3 | 0.3417324934 |
| 95-th percentile | 0.5440793205 |
| Maximum | 1 |
| Range | 0.9999999183 |
| Interquartile range (IQR) | 0.2417161301 |
Descriptive statistics
| Standard deviation | 0.1693772437 |
|---|---|
| Coefficient of variation (CV) | 0.7195999587 |
| Kurtosis | 0.6943592975 |
| Mean | 0.2353769502 |
| Median Absolute Deviation (MAD) | 0.1147317282 |
| Skewness | 0.9201028354 |
| Sum | 179016.4103 |
| Variance | 0.02868865067 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3335554815 | 623 | 0.1% |
| 0.266813304 | 555 | 0.1% |
| 0.3230858952 | 550 | 0.1% |
| 0.241818303 | 541 | 0.1% |
| 0.312671832 | 540 | 0.1% |
| 0.2814296426 | 540 | 0.1% |
| 0.2501874531 | 532 | 0.1% |
| 0.3752082639 | 532 | 0.1% |
| 0.233486636 | 530 | 0.1% |
| 0.2918437057 | 530 | 0.1% |
| Other values (373308) | 755079 |
| Value | Count | Frequency (%) |
| 8.172604759 × 10-8 | 2 | < 0.1% |
| 9.417081701 × 10-8 | 3 | |
| 1.050420058 × 10-7 | 1 | < 0.1% |
| 1.080146783 × 10-7 | 2 | < 0.1% |
| 1.162249981 × 10-7 | 5 | |
| 1.315789301 × 10-7 | 2 | < 0.1% |
| 1.328021072 × 10-7 | 1 | < 0.1% |
| 1.396062907 × 10-7 | 1 | < 0.1% |
| 1.420454344 × 10-7 | 3 | |
| 1.435131826 × 10-7 | 3 |
| Value | Count | Frequency (%) |
| 1 | 372 | |
| 0.9981636011 | 8 | < 0.1% |
| 0.9979966558 | 1 | < 0.1% |
| 0.9979012584 | 1 | < 0.1% |
| 0.9963272022 | 4 | < 0.1% |
| 0.9961675153 | 1 | < 0.1% |
| 0.9945388615 | 1 | < 0.1% |
| 0.9916050336 | 1 | < 0.1% |
| 0.9904065827 | 1 | < 0.1% |
| 0.9898148714 | 1 | < 0.1% |
| Distinct | 472091 |
|---|---|
| Distinct (%) | 62.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08822453861 |
| Minimum | 0 |
|---|---|
| Maximum | 0.5102436748 |
| Zeros | 13284 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.004425442045 |
| Q1 | 0.02938238466 |
| median | 0.07297180067 |
| Q3 | 0.1342989208 |
| 95-th percentile | 0.2187923301 |
| Maximum | 0.5102436748 |
| Range | 0.5102436748 |
| Interquartile range (IQR) | 0.1049165362 |
Descriptive statistics
| Standard deviation | 0.07006308835 |
|---|---|
| Coefficient of variation (CV) | 0.7941451376 |
| Kurtosis | 0.4551562002 |
| Mean | 0.08822453861 |
| Median Absolute Deviation (MAD) | 0.04947155498 |
| Skewness | 0.8770441361 |
| Sum | 67099.34929 |
| Variance | 0.004908836349 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 13284 | 1.7% |
| 0.1604609838 | 492 | 0.1% |
| 0.1411296432 | 476 | 0.1% |
| 0.1696025917 | 455 | 0.1% |
| 0.1458615534 | 443 | 0.1% |
| 0.1547169682 | 440 | 0.1% |
| 0.1160473935 | 439 | 0.1% |
| 0.1881571818 | 391 | 0.1% |
| 0.1176224687 | 388 | 0.1% |
| 0.1017751205 | 377 | < 0.1% |
| Other values (472081) | 743367 |
| Value | Count | Frequency (%) |
| 0 | 13284 | |
| 4.352326262 × 10-5 | 1 | < 0.1% |
| 4.842922668 × 10-5 | 1 | < 0.1% |
| 5.499164317 × 10-5 | 1 | < 0.1% |
| 5.925227459 × 10-5 | 1 | < 0.1% |
| 6.345572749 × 10-5 | 1 | < 0.1% |
| 6.345572749 × 10-5 | 1 | < 0.1% |
| 6.487345206 × 10-5 | 1 | < 0.1% |
| 6.499444067 × 10-5 | 1 | < 0.1% |
| 6.581158214 × 10-5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.5102436748 | 2 | < 0.1% |
| 0.5102436748 | 2 | < 0.1% |
| 0.5087923115 | 1 | < 0.1% |
| 0.5084689088 | 9 | |
| 0.5084689088 | 4 | |
| 0.5082343695 | 1 | < 0.1% |
| 0.5065859669 | 1 | < 0.1% |
| 0.5063634384 | 1 | < 0.1% |
| 0.5041437186 | 1 | < 0.1% |
| 0.5031070481 | 7 |
dropped_frames_mean
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 48925 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3826617612 |
| Minimum | 2.212384486 × 10-6 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 MiB |
Quantile statistics
| Minimum | 2.212384486 × 10-6 |
|---|---|
| 5-th percentile | 4.166493063 × 10-5 |
| Q1 | 0.001971333254 |
| median | 0.02612516228 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.9999977876 |
| Interquartile range (IQR) | 0.9980286667 |
Descriptive statistics
| Standard deviation | 0.4735762482 |
|---|---|
| Coefficient of variation (CV) | 1.237584458 |
| Kurtosis | -1.709015864 |
| Mean | 0.3826617612 |
| Median Absolute Deviation (MAD) | 0.02606960982 |
| Skewness | 0.5217607138 |
| Sum | 291034.1678 |
| Variance | 0.2242744628 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 279210 | |
| 0.000999000999 | 24762 | 3.3% |
| 0.0001110987668 | 6367 | 0.8% |
| 7.691716022 × 10-5 | 6346 | 0.8% |
| 0.0001666388935 | 6207 | 0.8% |
| 9.9990001 × 10-5 | 6200 | 0.8% |
| 0.0001428367376 | 5954 | 0.8% |
| 0.0002499375156 | 5856 | 0.8% |
| 8.332638947 × 10-5 | 5841 | 0.8% |
| 0.000124984377 | 5824 | 0.8% |
| Other values (48915) | 407985 |
| Value | Count | Frequency (%) |
| 2.212384486 × 10-6 | 42 | |
| 2.5510139 × 10-6 | 3 | < 0.1% |
| 3.816779325 × 10-6 | 85 | |
| 4.273486011 × 10-6 | 23 | < 0.1% |
| 4.366793158 × 10-6 | 24 | < 0.1% |
| 4.975099626 × 10-6 | 48 | |
| 5.102014786 × 10-6 | 9 | < 0.1% |
| 5.235574683 × 10-6 | 16 | < 0.1% |
| 5.319120643 × 10-6 | 3 | < 0.1% |
| 5.714253061 × 10-6 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 279210 | |
| 0.9855074564 | 1 | < 0.1% |
| 0.9841272361 | 3 | < 0.1% |
| 0.9807696006 | 2 | < 0.1% |
| 0.9777782716 | 3 | < 0.1% |
| 0.9775222256 | 1 | < 0.1% |
| 0.9769739872 | 1 | < 0.1% |
| 0.9758775104 | 1 | < 0.1% |
| 0.975329272 | 3 | < 0.1% |
| 0.9747810336 | 1 | < 0.1% |
| Distinct | 45832 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01362011535 |
| Minimum | 0 |
|---|---|
| Maximum | 0.5107506233 |
| Zeros | 673271 |
| Zeros (%) | 88.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.1413058462 |
| Maximum | 0.5107506233 |
| Range | 0.5107506233 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.05307309214 |
|---|---|
| Coefficient of variation (CV) | 3.896669799 |
| Kurtosis | 20.31024362 |
| Mean | 0.01362011535 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.432870549 |
| Sum | 10358.80597 |
| Variance | 0.002816753109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 673271 | |
| 0.203920225 | 212 | < 0.1% |
| 0.204073127 | 75 | < 0.1% |
| 0.2041014673 | 74 | < 0.1% |
| 0.01331237245 | 71 | < 0.1% |
| 0.2040221342 | 71 | < 0.1% |
| 0.2040561265 | 70 | < 0.1% |
| 0.2040833286 | 70 | < 0.1% |
| 0.2041037349 | 69 | < 0.1% |
| 0.2041084446 | 68 | < 0.1% |
| Other values (45822) | 86501 | 11.4% |
| Value | Count | Frequency (%) |
| 0 | 673271 | |
| 0.001332954406 | 1 | < 0.1% |
| 0.001628479565 | 1 | < 0.1% |
| 0.001686962465 | 2 | < 0.1% |
| 0.001694218554 | 1 | < 0.1% |
| 0.001701020368 | 1 | < 0.1% |
| 0.001799296103 | 1 | < 0.1% |
| 0.001822520738 | 1 | < 0.1% |
| 0.001861719217 | 1 | < 0.1% |
| 0.002041949105 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.5107506233 | 1 | |
| 0.5105245087 | 1 | |
| 0.5104179546 | 1 | |
| 0.5103856826 | 1 | |
| 0.5103443602 | 1 | |
| 0.5102953816 | 1 | |
| 0.5097578339 | 1 | |
| 0.5089720759 | 1 | |
| 0.5089710941 | 1 | |
| 0.5088077751 | 1 |
dropped_frames_max
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 14085 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4327704281 |
| Minimum | 2.212384486 × 10-6 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 MiB |
Quantile statistics
| Minimum | 2.212384486 × 10-6 |
|---|---|
| 5-th percentile | 4.166493063 × 10-5 |
| Q1 | 0.002502159936 |
| median | 0.05287256222 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.9999977876 |
| Interquartile range (IQR) | 0.9974978401 |
Descriptive statistics
| Standard deviation | 0.4783781229 |
|---|---|
| Coefficient of variation (CV) | 1.105385424 |
| Kurtosis | -1.87550861 |
| Mean | 0.4327704281 |
| Median Absolute Deviation (MAD) | 0.05283089729 |
| Skewness | 0.3021341801 |
| Sum | 329144.4146 |
| Variance | 0.2288456285 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 300040 | |
| 0.000999000999 | 24762 | 3.3% |
| 0.0001110987668 | 6367 | 0.8% |
| 7.691716022 × 10-5 | 6346 | 0.8% |
| 9.9990001 × 10-5 | 6339 | 0.8% |
| 0.0001666388935 | 6207 | 0.8% |
| 0.0001428367376 | 5954 | 0.8% |
| 0.0002499375156 | 5856 | 0.8% |
| 8.332638947 × 10-5 | 5841 | 0.8% |
| 0.000124984377 | 5824 | 0.8% |
| Other values (14075) | 387016 |
| Value | Count | Frequency (%) |
| 2.212384486 × 10-6 | 42 | |
| 2.5510139 × 10-6 | 3 | < 0.1% |
| 3.816779325 × 10-6 | 85 | |
| 4.273486011 × 10-6 | 23 | < 0.1% |
| 4.366793158 × 10-6 | 24 | < 0.1% |
| 4.975099626 × 10-6 | 48 | |
| 5.102014786 × 10-6 | 9 | < 0.1% |
| 5.235574683 × 10-6 | 16 | < 0.1% |
| 5.319120643 × 10-6 | 3 | < 0.1% |
| 5.714253061 × 10-6 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 300040 | |
| 0.995575231 | 3 | < 0.1% |
| 0.9950249004 | 1 | < 0.1% |
| 0.9946808794 | 1 | < 0.1% |
| 0.9929078517 | 1 | < 0.1% |
| 0.9917356055 | 1 | < 0.1% |
| 0.9916667361 | 6 | < 0.1% |
| 0.9914530645 | 1 | < 0.1% |
| 0.9913793847 | 5 | < 0.1% |
| 0.9911505208 | 1 | < 0.1% |
| Distinct | 751876 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3954155218 |
| Minimum | 1.965486026 × 10-8 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 MiB |
Quantile statistics
| Minimum | 1.965486026 × 10-8 |
|---|---|
| 5-th percentile | 0.04358780066 |
| Q1 | 0.2623989517 |
| median | 0.4515029172 |
| Q3 | 0.5326837074 |
| 95-th percentile | 0.6218085872 |
| Maximum | 1 |
| Range | 0.9999999803 |
| Interquartile range (IQR) | 0.2702847557 |
Descriptive statistics
| Standard deviation | 0.1828442457 |
|---|---|
| Coefficient of variation (CV) | 0.4624103902 |
| Kurtosis | -0.5967533 |
| Mean | 0.3954155218 |
| Median Absolute Deviation (MAD) | 0.106591225 |
| Skewness | -0.5614928049 |
| Sum | 300734.0659 |
| Variance | 0.03343201819 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 337 | < 0.1% |
| 0.2505194054 | 98 | < 0.1% |
| 0.3792423792 | 82 | < 0.1% |
| 0.4716785509 | 74 | < 0.1% |
| 0.1673281041 | 71 | < 0.1% |
| 0.1784936514 | 38 | < 0.1% |
| 0.2260036592 | 36 | < 0.1% |
| 0.009611239975 | 35 | < 0.1% |
| 2.890006274 × 10-8 | 29 | < 0.1% |
| 0.08901202052 | 29 | < 0.1% |
| Other values (751866) | 759723 |
| Value | Count | Frequency (%) |
| 1.965486026 × 10-8 | 3 | < 0.1% |
| 2.201043246 × 10-8 | 1 | < 0.1% |
| 2.233189615 × 10-8 | 1 | < 0.1% |
| 2.460750961 × 10-8 | 3 | < 0.1% |
| 2.659362214 × 10-8 | 1 | < 0.1% |
| 2.681755942 × 10-8 | 1 | < 0.1% |
| 2.681755942 × 10-8 | 1 | < 0.1% |
| 2.832219247 × 10-8 | 1 | < 0.1% |
| 2.890006274 × 10-8 | 29 | |
| 2.890006274 × 10-8 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 337 | |
| 0.9955569775 | 9 | < 0.1% |
| 0.9946201535 | 1 | < 0.1% |
| 0.9928334437 | 1 | < 0.1% |
| 0.9777896246 | 2 | < 0.1% |
| 0.9768277779 | 1 | < 0.1% |
| 0.9757936033 | 1 | < 0.1% |
| 0.9736856408 | 1 | < 0.1% |
| 0.9728508024 | 1 | < 0.1% |
| 0.9711775491 | 1 | < 0.1% |
| Distinct | 752256 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1132008756 |
| Minimum | 0 |
|---|---|
| Maximum | 0.5035953569 |
| Zeros | 5560 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.003524224267 |
| Q1 | 0.06072879855 |
| median | 0.1097045264 |
| Q3 | 0.1606726634 |
| 95-th percentile | 0.2374695742 |
| Maximum | 0.5035953569 |
| Range | 0.5035953569 |
| Interquartile range (IQR) | 0.09994386489 |
Descriptive statistics
| Standard deviation | 0.07136567246 |
|---|---|
| Coefficient of variation (CV) | 0.6304339265 |
| Kurtosis | -0.2021096572 |
| Mean | 0.1132008756 |
| Median Absolute Deviation (MAD) | 0.04998019806 |
| Skewness | 0.3878603771 |
| Sum | 86095.15231 |
| Variance | 0.005093059206 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5560 | 0.7% |
| 0.0007158602839 | 29 | < 0.1% |
| 0.004310375753 | 25 | < 0.1% |
| 0.0007083114583 | 23 | < 0.1% |
| 0.01339378905 | 18 | < 0.1% |
| 0.005157735508 | 17 | < 0.1% |
| 0.0002031845008 | 15 | < 0.1% |
| 0.0003042344257 | 14 | < 0.1% |
| 0.05485950862 | 14 | < 0.1% |
| 0.0005674211932 | 13 | < 0.1% |
| Other values (752246) | 754824 |
| Value | Count | Frequency (%) |
| 0 | 5560 | |
| 7.119832657 × 10-6 | 1 | < 0.1% |
| 1.033153441 × 10-5 | 1 | < 0.1% |
| 1.147280428 × 10-5 | 1 | < 0.1% |
| 1.180477072 × 10-5 | 1 | < 0.1% |
| 1.43668448 × 10-5 | 1 | < 0.1% |
| 1.476011943 × 10-5 | 1 | < 0.1% |
| 1.476011943 × 10-5 | 1 | < 0.1% |
| 1.483783749 × 10-5 | 1 | < 0.1% |
| 1.736312689 × 10-5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.5035953569 | 1 | |
| 0.5026394153 | 1 | |
| 0.4753476449 | 1 | |
| 0.4735806225 | 1 | |
| 0.4726050681 | 1 | |
| 0.4697183101 | 1 | |
| 0.4678789007 | 1 | |
| 0.4641465674 | 1 | |
| 0.4625429668 | 1 | |
| 0.4618914389 | 1 |
| Distinct | 95422 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2147650917 |
| Minimum | 9.999900001 × 10-6 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 MiB |
Quantile statistics
| Minimum | 9.999900001 × 10-6 |
|---|---|
| 5-th percentile | 0.0001666388935 |
| Q1 | 0.000999000999 |
| median | 0.04198600467 |
| Q3 | 0.1502463054 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.9999900001 |
| Interquartile range (IQR) | 0.1492473044 |
Descriptive statistics
| Standard deviation | 0.3622230366 |
|---|---|
| Coefficient of variation (CV) | 1.686601084 |
| Kurtosis | 0.7630554756 |
| Mean | 0.2147650917 |
| Median Absolute Deviation (MAD) | 0.04148625454 |
| Skewness | 1.607374047 |
| Sum | 163340.02 |
| Variance | 0.1312055283 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 126937 | 16.7% |
| 0.000999000999 | 61011 | 8.0% |
| 0.0004997501249 | 38914 | 5.1% |
| 0.0003332222592 | 26454 | 3.5% |
| 0.0002499375156 | 21114 | 2.8% |
| 0.000199960008 | 14542 | 1.9% |
| 0.04262404262 | 9127 | 1.2% |
| 0.0001666388935 | 8969 | 1.2% |
| 0.0001428367376 | 6708 | 0.9% |
| 0.021322672 | 6469 | 0.9% |
| Other values (95412) | 440307 |
| Value | Count | Frequency (%) |
| 9.999900001 × 10-6 | 5 | < 0.1% |
| 1.086944707 × 10-5 | 3 | < 0.1% |
| 1.123582881 × 10-5 | 34 | |
| 1.136350723 × 10-5 | 2 | < 0.1% |
| 1.149412076 × 10-5 | 4 | < 0.1% |
| 1.204804761 × 10-5 | 2 | < 0.1% |
| 1.204804761 × 10-5 | 19 | |
| 1.219497323 × 10-5 | 2 | < 0.1% |
| 1.23455266 × 10-5 | 6 | < 0.1% |
| 1.249984375 × 10-5 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 126937 | |
| 0.9955556148 | 1 | < 0.1% |
| 0.9777780247 | 1 | < 0.1% |
| 0.9687578105 | 1 | < 0.1% |
| 0.9625004167 | 1 | < 0.1% |
| 0.9595625704 | 1 | < 0.1% |
| 0.9583749584 | 1 | < 0.1% |
| 0.950658544 | 1 | < 0.1% |
| 0.9256005523 | 1 | < 0.1% |
| 0.9240515943 | 2 | < 0.1% |
| Distinct | 117927 |
|---|---|
| Distinct (%) | 15.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05316569909 |
| Minimum | 0 |
|---|---|
| Maximum | 0.5106262619 |
| Zeros | 456234 |
| Zeros (%) | 60.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.09324115671 |
| 95-th percentile | 0.232131036 |
| Maximum | 0.5106262619 |
| Range | 0.5106262619 |
| Interquartile range (IQR) | 0.09324115671 |
Descriptive statistics
| Standard deviation | 0.08621962757 |
|---|---|
| Coefficient of variation (CV) | 1.621715299 |
| Kurtosis | 1.386590603 |
| Mean | 0.05316569909 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.542696074 |
| Sum | 40435.27877 |
| Variance | 0.007433824179 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 456234 | |
| 0.203920225 | 7134 | 0.9% |
| 0.1020110671 | 6469 | 0.9% |
| 0.06801870884 | 4962 | 0.7% |
| 0.05101828174 | 3670 | 0.5% |
| 0.2040221342 | 3087 | 0.4% |
| 0.04081666571 | 2551 | 0.3% |
| 0.2820478035 | 2419 | 0.3% |
| 0.1360374177 | 2268 | 0.3% |
| 0.203920225 | 1965 | 0.3% |
| Other values (117917) | 269793 |
| Value | Count | Frequency (%) |
| 0 | 456234 | |
| 0.001842097787 | 1 | < 0.1% |
| 0.001920755652 | 2 | < 0.1% |
| 0.002188873898 | 2 | < 0.1% |
| 0.002198874297 | 1 | < 0.1% |
| 0.002218716593 | 3 | < 0.1% |
| 0.002371907808 | 1 | < 0.1% |
| 0.002399374636 | 4 | < 0.1% |
| 0.002416908436 | 4 | < 0.1% |
| 0.002427096873 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.5106262619 | 1 | < 0.1% |
| 0.5102436748 | 1 | < 0.1% |
| 0.5088756026 | 1 | < 0.1% |
| 0.5084689088 | 2 | < 0.1% |
| 0.5084689088 | 5 | |
| 0.5068743887 | 1 | < 0.1% |
| 0.5065503571 | 1 | < 0.1% |
| 0.505774346 | 1 | < 0.1% |
| 0.5046738453 | 1 | < 0.1% |
| 0.5038586664 | 1 | < 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 MiB |
| 2.0 | |
|---|---|
| 0.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2281656 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 356435 | |
| 0.0 | 210580 | |
| 1.0 | 193537 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 2.0 | 356435 | |
| 0.0 | 210580 | |
| 1.0 | 193537 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 971132 | |
| . | 760552 | |
| 2 | 356435 | 15.6% |
| 1 | 193537 | 8.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1521104 | |
| Other Punctuation | 760552 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 971132 | |
| 2 | 356435 | 23.4% |
| 1 | 193537 | 12.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 760552 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2281656 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 971132 | |
| . | 760552 | |
| 2 | 356435 | 15.6% |
| 1 | 193537 | 8.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2281656 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 971132 | |
| . | 760552 | |
| 2 | 356435 | 15.6% |
| 1 | 193537 | 8.5% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| fps_mean | fps_std | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | bitrate_mean | bitrate_std | packet_loss_rate | packet_loss_std | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.744824 | 0.025512 | 0.786908 | 0.013918 | 0.003230 | 0.000000 | 0.00323 | 0.066147 | 0.010390 | 0.000250 | 0.000000 | 1.0 |
| 1 | 0.744824 | 0.025512 | 0.810122 | 0.055803 | 0.003230 | 0.000000 | 0.00323 | 0.077022 | 0.041797 | 0.031492 | 0.153055 | 1.0 |
| 2 | 0.734408 | 0.076537 | 0.791670 | 0.031781 | 0.003230 | 0.000000 | 0.00323 | 0.069172 | 0.017070 | 0.000250 | 0.000000 | 1.0 |
| 3 | 0.750031 | 0.000000 | 0.826193 | 0.015573 | 0.003230 | 0.000000 | 0.00323 | 0.061703 | 0.021221 | 0.003121 | 0.014067 | 1.0 |
| 4 | 0.703162 | 0.159856 | 0.816669 | 0.005438 | 0.003230 | 0.000000 | 0.00323 | 0.040957 | 0.062898 | 0.003121 | 0.014067 | 1.0 |
| 5 | 0.593801 | 0.218820 | 0.822026 | 0.009400 | 0.003230 | 0.000000 | 0.00323 | 0.252141 | 0.300538 | 0.005993 | 0.019456 | 1.0 |
| 6 | 0.703162 | 0.194369 | 0.823812 | 0.014389 | 0.003230 | 0.000000 | 0.00323 | 0.217441 | 0.188749 | 0.023949 | 0.102394 | 1.0 |
| 7 | 0.687539 | 0.180556 | 0.820241 | 0.011853 | 0.003230 | 0.000000 | 0.00323 | 0.141007 | 0.241365 | 0.000250 | 0.000000 | 1.0 |
| 8 | 0.640670 | 0.202917 | 0.827979 | 0.012267 | 0.003230 | 0.000000 | 0.00323 | 0.248504 | 0.234409 | 0.041906 | 0.204073 | 1.0 |
| 9 | 0.708177 | 0.086121 | 0.826788 | 0.008748 | 0.086294 | 0.281418 | 1.00000 | 0.398541 | 0.306068 | 0.003121 | 0.014067 | 1.0 |
Last rows
| fps_mean | fps_std | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | bitrate_mean | bitrate_std | packet_loss_rate | packet_loss_std | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 760542 | 0.808372 | 0.040817 | 0.532664 | 0.090556 | 1.0 | 0.0 | 1.0 | 0.328451 | 0.214237 | 1.0 | 0.0 | 1.0 |
| 760543 | 0.800040 | 0.000000 | 0.513067 | 0.002473 | 1.0 | 0.0 | 1.0 | 0.309841 | 0.168997 | 1.0 | 0.0 | 1.0 |
| 760544 | 0.800040 | 0.000000 | 0.528604 | 0.071585 | 1.0 | 0.0 | 1.0 | 0.415025 | 0.122976 | 1.0 | 0.0 | 1.0 |
| 760545 | 0.800040 | 0.000000 | 0.514126 | 0.002699 | 1.0 | 0.0 | 1.0 | 0.353200 | 0.226585 | 1.0 | 0.0 | 1.0 |
| 760546 | 0.800040 | 0.000000 | 0.514188 | 0.002427 | 1.0 | 0.0 | 1.0 | 0.461440 | 0.254832 | 1.0 | 0.0 | 1.0 |
| 760547 | 0.783377 | 0.056455 | 0.515362 | 0.003012 | 1.0 | 0.0 | 1.0 | 0.373330 | 0.160378 | 1.0 | 0.0 | 2.0 |
| 760548 | 0.800040 | 0.000000 | 0.129418 | 0.228973 | 1.0 | 0.0 | 1.0 | 0.475373 | 0.106155 | 1.0 | 0.0 | 2.0 |
| 760549 | 0.800040 | 0.000000 | 0.000004 | 0.000000 | 1.0 | 0.0 | 1.0 | 0.504983 | 0.012417 | 1.0 | 0.0 | 2.0 |
| 760550 | 0.800040 | 0.000000 | 0.000004 | 0.000000 | 1.0 | 0.0 | 1.0 | 0.506118 | 0.011733 | 1.0 | 0.0 | 2.0 |
| 760551 | 0.800040 | 0.000000 | 0.000004 | 0.000000 | 1.0 | 0.0 | 1.0 | 0.504497 | 0.015625 | 1.0 | 0.0 | 2.0 |
Most frequently occurring
| fps_mean | fps_std | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | bitrate_mean | bitrate_std | packet_loss_rate | packet_loss_std | y | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1160 | 1.000000 | 0.0 | 1.000000 | 0.0 | 1.000000 | 0.0 | 1.000000 | 1.000000e+00 | 0.0 | 1.000000 | 0.0 | 1.0 | 246 |
| 792 | 0.666676 | 0.0 | 0.337282 | 0.0 | 0.000083 | 0.0 | 0.000083 | 2.505194e-01 | 0.0 | 0.000091 | 0.0 | 0.0 | 98 |
| 1066 | 0.882360 | 0.0 | 0.056622 | 0.0 | 0.002556 | 0.0 | 0.002556 | 3.792424e-01 | 0.0 | 0.116162 | 0.0 | 2.0 | 82 |
| 507 | 0.500062 | 0.0 | 0.625016 | 0.0 | 0.029524 | 0.0 | 0.029524 | 4.716786e-01 | 0.0 | 0.519231 | 0.0 | 1.0 | 74 |
| 657 | 0.571490 | 0.0 | 0.201627 | 0.0 | 0.013181 | 0.0 | 0.013181 | 1.673281e-01 | 0.0 | 0.000333 | 0.0 | 0.0 | 71 |
| 1121 | 1.000000 | 0.0 | 0.024435 | 0.0 | 0.001854 | 0.0 | 0.001854 | 1.000000e+00 | 0.0 | 0.022865 | 0.0 | 2.0 | 47 |
| 920 | 0.727298 | 0.0 | 0.235339 | 0.0 | 1.000000 | 0.0 | 1.000000 | 1.784937e-01 | 0.0 | 0.118166 | 0.0 | 0.0 | 38 |
| 228 | 0.285816 | 0.0 | 0.090098 | 0.0 | 1.000000 | 0.0 | 1.000000 | 2.260037e-01 | 0.0 | 1.000000 | 0.0 | 0.0 | 36 |
| 65 | 0.000050 | 0.0 | 0.588260 | 0.0 | 0.070067 | 0.0 | 0.070067 | 2.890006e-08 | 0.0 | 0.000200 | 0.0 | 0.0 | 29 |
| 208 | 0.266716 | 0.0 | 0.263899 | 0.0 | 0.022407 | 0.0 | 0.022407 | 8.901202e-02 | 0.0 | 0.000167 | 0.0 | 0.0 | 29 |